{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import h5py\n",
    "import itertools\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import torch\n",
    "\n",
    "from sda.mcs import *\n",
    "from sda.score import *\n",
    "from sda.utils import *\n",
    "\n",
    "from utils import *\n",
    "\n",
    "chain = make_chain()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "APPROXS = {\n",
    "    1: 'polar-capybara-13_y1g6w4jm',\n",
    "    2: 'snowy-leaf-29_711r6as1',\n",
    "    3: 'ruby-serenity-42_nbhxlnf9',\n",
    "    4: 'light-moon-51_09a36gw8',\n",
    "    8: 'lilac-bush-61_7f0sioiw',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = plt.cm.viridis(np.linspace(0.2, 0.8, 5))\n",
    "\n",
    "rc = {\n",
    "    'axes.axisbelow': True,\n",
    "    'axes.linewidth': 1.0,\n",
    "    'axes.prop_cycle': plt.cycler('color', colors),\n",
    "    'figure.dpi': 150,\n",
    "    'figure.figsize': (6.4, 4.8),\n",
    "    'font.size': 12.0,\n",
    "    'legend.fontsize': 'xx-small',\n",
    "    'lines.linewidth': 1.0,\n",
    "    'lines.markersize': 2.5,\n",
    "    'savefig.transparent': True,\n",
    "    'xtick.labelsize': 'x-small',\n",
    "    'xtick.major.width': 1.0,\n",
    "    'ytick.labelsize': 'x-small',\n",
    "    'ytick.major.width': 1.0,\n",
    "    'font.family': ['serif'],\n",
    "    'text.usetex': True,\n",
    "}\n",
    "\n",
    "plt.rcParams.update(rc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with h5py.File(PATH / 'data/test.h5', mode='r') as f:\n",
    "    x_star = torch.from_numpy(f['x'][1, :257])\n",
    "    y_star = torch.normal(x_star[::8, :1], 0.05)\n",
    "\n",
    "A = lambda x: chain.preprocess(x)[..., :1]\n",
    "sigma = 0.05\n",
    "step = 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_bpf = posterior(y_star, A, sigma, step, particles=2**16)[:1024]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "APPROXS = {\n",
    "    1: 'polar-capybara-13_y1g6w4jm',\n",
    "    2: 'snowy-leaf-29_711r6as1',\n",
    "    3: 'ruby-serenity-42_nbhxlnf9',\n",
    "    4: 'light-moon-51_09a36gw8',\n",
    "    8: 'lilac-bush-61_7f0sioiw',\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 256/256 [00:04<00:00, 59.60it/s] \n",
      "100%|██████████| 256/256 [00:05<00:00, 48.10it/s] \n",
      "100%|██████████| 256/256 [00:06<00:00, 37.85it/s]\n",
      "100%|██████████| 256/256 [00:06<00:00, 37.73it/s]\n",
      "100%|██████████| 256/256 [00:04<00:00, 56.47it/s]\n"
     ]
    }
   ],
   "source": [
    "xs = []\n",
    "\n",
    "for k, approx in APPROXS.items():\n",
    "    score = load_score(PATH / f'runs/{approx}/state.pth', local=k < 8)\n",
    "    sde = VPSDE(\n",
    "        GaussianScore(\n",
    "            y_star,\n",
    "            A=lambda x: x[..., ::step, :1],\n",
    "            std=sigma,\n",
    "            sde=VPSDE(score, shape=()),\n",
    "        ),\n",
    "        shape=x_star.shape,\n",
    "    ).cuda()\n",
    "\n",
    "    x = sde.sample((64,), steps=256, corrections=2, tau=0.5).cpu()\n",
    "    x = chain.postprocess(x)\n",
    "\n",
    "    xs.append(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplot_mosaic([\n",
    "    ['A', 'A', 'B', 'B', 'C', 'C', 0, 0, 0],\n",
    "    ['A', 'A', 'B', 'B', 'C', 'C', 0, 0, 0],\n",
    "    ['A', 'A', 'B', 'B', 'C', 'C', 1, 1, 1],\n",
    "    ['D', 'D', 'E', 'E', 'F', 'F', 1, 1, 1],\n",
    "    ['D', 'D', 'E', 'E', 'F', 'F', 2, 2, 2],\n",
    "    ['D', 'D', 'E', 'E', 'F', 'F', 2, 2, 2],\n",
    "], figsize=(6.4, 3.2))\n",
    "\n",
    "axs['B'].sharey(axs['A'])\n",
    "axs['C'].sharey(axs['A'])\n",
    "axs['E'].sharey(axs['D'])\n",
    "axs['F'].sharey(axs['D'])\n",
    "\n",
    "axs['A'].sharex(axs['D'])\n",
    "axs['B'].sharex(axs['E'])\n",
    "axs['C'].sharex(axs['F'])\n",
    "\n",
    "axs[1].sharex(axs[0])\n",
    "axs[2].sharex(axs[0])\n",
    "    \n",
    "# Statistics\n",
    "coordinates = zip(\n",
    "    'ABCDEF',\n",
    "    itertools.product(('lo', 'hi'), ('log_px', 'log_py', 'w1'))\n",
    ")\n",
    "\n",
    "for key, (freq, column) in coordinates:\n",
    "    ax = axs[key]    \n",
    "    df = pd.read_csv(PATH / f'results/stats_{freq}.csv', header=None, names=['approx', 'corrections', 'log_px', 'log_py', 'w1'])\n",
    "    df = df.groupby(['approx', 'corrections'], dropna=False).median().reset_index()\n",
    "\n",
    "    ax.axvline(df[column][df['approx'] == 'ground-truth'].to_numpy(), ls='--', color='r', label='BPF')\n",
    "\n",
    "    for k, approx in APPROXS.items():\n",
    "        df_ = df[df['approx'] == approx]\n",
    "\n",
    "        if k > 4:\n",
    "            df_ = df_[df_['corrections'] > 0]\n",
    "\n",
    "        ax.plot(df_[column], df_['corrections'], '-o', label=f'$k$={k}')\n",
    "\n",
    "        if column == 'log_px':\n",
    "            ax.set_xlabel('$\\log p(x_{2:L} \\mid x_1)$')\n",
    "            ax.set_xlim(-299, 149)\n",
    "        elif column == 'log_py':\n",
    "            ax.set_xlabel('$\\log p(y \\mid x_{1:L})$')\n",
    "            ax.set_xlim(-14, 19)\n",
    "        elif column == 'w1':\n",
    "            ax.set_xlabel('$W_1$')\n",
    "            ax.set_xlim(-5, 59)\n",
    "\n",
    "    if key == 'A':\n",
    "        ax.text(-0.2, 0.025, r'\\textbf{\\textsf{A}}', transform=ax.transAxes, ha='center')\n",
    "    elif key == 'D':\n",
    "        ax.text(-0.2, 0.025, r'\\textbf{\\textsf{B}}', transform=ax.transAxes, ha='center')\n",
    "    elif key == 'E':\n",
    "        ax.legend()\n",
    "\n",
    "    ax.set_ylabel('Corrections')\n",
    "    ax.set_yscale('symlog', base=2, linthresh=1, linscale=0.5)\n",
    "    ax.set_yticks([0, 1, 2, 4, 8, 16])\n",
    "    ax.yaxis.set_major_formatter(mpl.ticker.ScalarFormatter())\n",
    "\n",
    "    ax.tick_params(direction='in')\n",
    "    ax.label_outer()\n",
    "    ax.grid()\n",
    "\n",
    "# Example\n",
    "for i in range(3):\n",
    "    ax = axs[i]\n",
    "\n",
    "    ax.plot(\n",
    "        range(1, 32 * 6 + 2),\n",
    "        x_bpf[:64, 0:32 * 6 + 1, i].T,\n",
    "        color='red',\n",
    "        lw=0.5,\n",
    "        alpha=0.05,\n",
    "    )\n",
    "\n",
    "    for j, x in enumerate(xs):\n",
    "        ax.plot(\n",
    "            range(32 * j + 1, 32 * (j+1) + 2),\n",
    "            x[:, 32 * j:32 * (j+1) + 1, i].T,\n",
    "            color=f'C{j}',\n",
    "            lw=0.5,\n",
    "            alpha=0.1,\n",
    "        )\n",
    "\n",
    "    if i == 0:\n",
    "        ax.set_ylabel('$a$')\n",
    "        ax.set_yticks([-10, 0, 10])\n",
    "    elif i == 1:\n",
    "        ax.set_ylabel('$b$')\n",
    "        ax.set_yticks([-15, 0, 15])\n",
    "    elif i == 2:\n",
    "        ax.set_ylabel('$c$')\n",
    "        ax.set_yticks([10, 25, 40])\n",
    "        ax.text(0.025, -0.375, r'\\textbf{\\textsf{C}}', transform=ax.transAxes)\n",
    "\n",
    "    ax.set_xlabel('$i$')\n",
    "    ax.set_xticks(range(1, 7 * 32 + 1, 32))\n",
    "\n",
    "    ax.yaxis.set_label_position('right')\n",
    "    ax.yaxis.label.set(rotation='horizontal', ha='left', va='center')\n",
    "    ax.yaxis.tick_right()\n",
    "\n",
    "    ax.tick_params(direction='in')\n",
    "    ax.label_outer()\n",
    "    ax.grid()\n",
    "\n",
    "fig.tight_layout(pad=0.5)\n",
    "fig.align_labels()\n",
    "fig.savefig('statistics.pdf', pad_inches=0.025, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multimodal posterior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "with h5py.File(PATH / 'data/test.h5', mode='r') as f:\n",
    "    x_star = torch.from_numpy(f['x'][0, :49])\n",
    "    y_star = torch.normal(x_star[::4, 2:], 0.1)\n",
    "\n",
    "A = lambda x: chain.preprocess(x)[..., 2:]\n",
    "sigma = 0.1\n",
    "step = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# score = load_score(PATH / 'runs/polar-capybara-13_y1g6w4jm/state.pth', local=True)  # k = 1, width = 128\n",
    "# score = load_score(PATH / 'runs/snowy-leaf-29_711r6as1/state.pth', local=True)  # k = 2, width = 128\n",
    "# score = load_score(PATH / 'runs/ruby-serenity-42_nbhxlnf9/state.pth', local=True)  # k = 3, width = 256\n",
    "# score = load_score(PATH / 'runs/lyric-sponge-49_pzxzijbx/state.pth', local=True)  # k = 4, width = 256\n",
    "\n",
    "score = load_score(PATH / 'runs/lilac-bush-61_7f0sioiw/state.pth', local=False)  # k = 8, width = 64\n",
    "score = MCScoreWrapper(score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 256/256 [00:04<00:00, 61.78it/s]\n"
     ]
    }
   ],
   "source": [
    "sde = VPSDE(\n",
    "    GaussianScore(\n",
    "        y_star,\n",
    "        A=lambda x: x[..., ::step, 2:],\n",
    "        std=sigma,\n",
    "        sde=VPSDE(score, shape=()),\n",
    "    ),\n",
    "    shape=x_star.shape,\n",
    ").cuda()\n",
    "\n",
    "xa = sde.sample((256,), steps=256, corrections=2, tau=0.5).cpu()\n",
    "xa = chain.postprocess(xa)\n",
    "\n",
    "ya = torch.normal(A(xa[:, ::step]), sigma).flatten(-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "xb = []\n",
    "\n",
    "for i in range(32):\n",
    "    xb.append(weak_4d_var(xa[i], y_star, A, sigma, step))\n",
    "\n",
    "xb = torch.stack(xb)\n",
    "\n",
    "match = (xb - xb[:, None]).square().sum(dim=(-1, -2)) < 10\n",
    "mask = torch.tril(match, -1).sum(dim=-1) == 0\n",
    "\n",
    "xb = xb[mask]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 4, sharey=True, figsize=(4.8, 2.4))\n",
    "\n",
    "for i, ax in enumerate(axs.flat):\n",
    "    if i < 3:\n",
    "        ax.plot(xa[:, :, i].T, range(1, 50), color=plt.cm.viridis(0.2), lw=0.5, alpha=0.1)\n",
    "\n",
    "        for j in range(4):\n",
    "            ax.plot(xb[j, :, i], range(1, 50), color=plt.cm.viridis(0.6 + 0.1 * j), lw=0.8, ls='--')\n",
    "    else:\n",
    "        ax.violinplot(ya.T, range(1, 50, step), vert=False, widths=3.2)\n",
    "        ax.plot(y_star, range(1, 50, step), 'x', markersize=4, color='red')\n",
    "\n",
    "    if i == 0:\n",
    "        ax.set_xlabel('$a$')\n",
    "        ax.set_xticks([-10, 0, 10])\n",
    "    elif i == 1:\n",
    "        ax.set_xlabel('$b$')\n",
    "        ax.set_xticks([-15, 0, 15])\n",
    "    elif i == 2:\n",
    "        ax.set_xlabel('$c$')\n",
    "        ax.set_xticks([20, 30])\n",
    "    elif i == 3:\n",
    "        ax.set_xlabel('$q(y\\' \\mid y)$')\n",
    "        ax.set_xticks([-1, 0, 1])\n",
    "\n",
    "    ax.set_ylabel('$i$')\n",
    "    ax.set_yticks(range(1, 50, step))\n",
    "    ax.margins(0.1, 0.025)\n",
    "\n",
    "    ax.tick_params(direction='in')\n",
    "    ax.label_outer()\n",
    "    ax.grid()\n",
    "\n",
    "fig.tight_layout(pad=0.5)\n",
    "fig.align_labels()\n",
    "fig.savefig('multimodal.pdf', pad_inches=0.025, bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:ssm]",
   "language": "python",
   "name": "conda-env-ssm-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  },
  "vscode": {
   "interpreter": {
    "hash": "945ac836a7774be3dbd7bbc63b71c68c00a246275e68f37b6afd47ad3c32b1d5"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
